A Study on Performance Evaluation of Container-based Virtualization for Real-Time Data Analysis

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A Study on Performance Evaluation of Container-based

Virtualization for Real-Time Data Analysis

BoAh Choi*, JaeDeok Han*, DaSom Oh*, HyunKook Park*, HyeonA Kim*, MinKwan Seo**, JongHyuk Lee*

*Dept. of Artificial Intelligence & Big Data Engineering, Daegu Catholic University ** T3Q 㣪 㣪ٻٻٻٻٻٻٻٻ㟓㟓ٻٻ ⽎ٻ⏒ⶎ㦖ٻ㔺㔲Ṛٻ◆㧊䎆ٻ⿚㍳㦚ٻ㥚䞲ٻ䄾䎢㧊⍞ٻṖ㌗䢪ٻ₆㑶ٻ㌂㣿㠦ٻ╖䞲ٻ䣾㣿㎇㦚ٻ㞢㞚⽊ ₆ٻ㥚䟊ٻڣڟګ 㢖ٻڨڼۋڭٻ⺆䙂䕦㠦ٻ䙂䞾♲ٻڮۋڼۍۆ ⯒ٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚ٻ䢮ἓ㠦ٻ㍺䂮ٻ䤚ٻڣۄڝۀۉھۃٻ ⻺䂮Ⱎ䋂ٻ䝚⪲⁎⧾㦚ٻ㧊㣿䟊ٻ㎇⓻㦚ٻ䁷㩫䞮㡖┺ډٻ⁎Ⰲἶٻ㎇⓻ٻ䁷㩫䂮㠦ٻ╖䟊ٻ╖㦧䚲⽎ٻۏ Ỗ㩫 㦚ٻ㧊㣿䞮㡂ٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ㎇⓻ٻ㹾㧊Ṗٻ㧞⓪㰖⯒ٻ䐋Ἒ㩗㦒⪲ٻ⿚㍳䞮㡖┺ډٻ⿚㍳ٻἆὒڇٻ ڣڟګ ⓪ٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㠦ٻ╖䞲ٻ㎇⓻ٻ㹾㧊Ṗٻ㧞㠞㰖Ⱒٻڨڼۋڭ 㦖ٻ㎇⓻ٻ㹾㧊Ṗٻ㠜㠞┺ډٻ † _{⽎ 㡆ῂ⓪ ὒ䞯₆㑶㩫⽊䐋㔶⿖ ⹥ 㩫⽊䐋㔶₆䣣䘟Ṗ㤦㦮 SW 㭧㕂╖䞯㰖㤦㌂㠛㦮 㡆ῂἆὒ⪲ 㑮䟟♮㠞㦢(2019-0-01056).} ‡ _ᾦ㔶㩖㧦 1. 昢昢嵦 ☚䄺ڶڌڸ⓪ٻ 㤊㡗㼊㩲ٻ ⩞⻾ٻ Ṗ㌗䢪㧎ٻ 䄾䎢㧊⍞ٻ ₆㑶 㦚ٻ 㩲Ὃ䞮⓪ٻ ㏢䝚䔎㤾㠊⪲㍲ ګڼڼڮڃګۇڼۏہۊۍۈٻ ڼێٻ ڼٻ ڮۀۍۑۄھۀڄ㦮ٻ 㧒㫛㧊┺ډٻ 䄾䎢㧊⍞ٻ Ṗ㌗䢪ٻ ₆㑶㦖ٻ 䋊⧒ 㤆✲ٻ䅊䜾䕛㦚ٻṖ⓻䞮Ợٻ䞮⓪ٻ㭧㣪䞲ٻ₆⹮ٻ₆㑶⪲ٻἓ ⨟㎇ڇٻ ㎇⓻ڇٻ 㧊㔳㎇ٻ ❇㦮ٻ 䁷Ⳋ㠦㍲ٻ 䞮✲㤾㠊ٻ Ṗ㌗䢪ٻ ₆㑶ٻ╖゚ٻ㤆㑮䞮┺ډٻ⡦䞲ٻ㞶䝢Ⰲ䅖㧊㎮ٻ㔺䟟㠦ٻ╖䞲ٻ ☯㧒ٻ䢮ἓٻ㩲Ὃ㧊ٻṖ⓻䞮㡂ٻ㞶䝢Ⰲ䅖㧊㎮㦮ٻṲ⹲ڇٻ⺆ 䙂ڇٻ㤊㡗㦮ٻ䣾㥾䢪⯒ٻ㥚䟊ٻ㾲⁒ٻ⍦Ⰲٻ䢲㣿♮ἶٻ㧞┺ډٻ 㓺䕢䋂ڶڍڸ⓪ٻ╖′⳾ٻ◆㧊䎆ٻ㻮Ⰲ⯒ٻ㥚䞲ٻ䐋䞿ٻ⿚㍳ٻ 㠪㰚㧊┺ډٻ㓺䕢䋂⓪ٻ㧎ٻⲪ⳾Ⰲٻ䃦㕇ٻ❇ٻ䞮⚷㦮ٻ⺆䂮ٻ 㻮Ⰲ⽊┺ٻ 㾲㩗䢪♲ٻ 㔺䟟㦚ٻ 㰖㤦䞮㡂ٻ 㔺㔲Ṛٻ ◆㧊䎆ٻ 㻮Ⰲٻ⹥ٻ⿚㍳㠦ٻⰤ㧊ٻ䢲㣿♲┺ډٻٻ ⽎ٻ ⏒ⶎ㦖ٻ 䄾䎢㧊⍞ٻ Ṗ㌗䢪ٻ ₆㑶㦚ٻ 㧊㣿䞲ٻ 㔺㔲Ṛٻ ◆㧊䎆ٻ ⿚㍳㦮ٻ ㎇⓻㦚ٻ ⿚㍳䞮㡂ٻ 䄾䎢㧊⍞ٻ Ṗ㌗䢪ٻ ₆ 㑶㦮ٻ 䣾㣿㎇㦚ٻ 㞢㞚⽊ἶ㧦ٻ 䞲┺ډٻ㧊⯒ٻ㥚䟊ٻ⽎ٻ⏒ⶎ 㦖ٻ䞮⚷ٻ⺆䙂䕦ٻ㭧ٻڣڟګڶڎڸ㢖ٻڨڼۋڭڶڏڸٻ⌊ٻ䙂䞾♲ٻ㓺䕢 䋂⯒ٻ☚䄺ٻ㩗㣿ٻ㩚ὒٻ䤚ٻ䢮ἓ㠦ٻṗṗٻῂ㿫䞮ἶٻ⻺䂮 Ⱎ䌏ٻ䝚⪲⁎⧾㧎ٻڣۄڝۀۉھۃڶڐڸ⯒ٻ㧊㣿䞮㡂ٻ㎇⓻㦚ٻ䁷㩫 䞲┺ډٻ㓺䕢䋂ٻ☚䄺⧒㧊㰫ٻ 䢮ἓ㦮ٻ 㩗㣿ٻ㩚ὒٻ 䤚㦮ٻ゚ ᾦ⯒ٻ 㥚䟊ٻ 㔺䟟ٻ 㔲Ṛὒٻ 㻮Ⰲ⨟㠦ٻ ╖䟊ٻ 䐋Ἒ㩗ٻ Ỗ㯳ٻ ⹿⻫㧎ٻگڈۏۀێۏ ⪲ٻṖ㍺㦚ٻ㎎㤢ٻ㎇⓻ٻ㹾㧊ٻ㥶ⶊ⯒ٻ゚ ᾦٻ ⿚㍳䞮㡂ٻ 䄾䎢㧊⍞ٻ Ṗ㌗䢪ٻ ₆㑶㦮ٻ 䣾㣿㎇㦚ٻ 䕦┾ 䞲┺ډٻ ⽎ٻ⏒ⶎ㦮ٻڍ 㩞㠦㍲⓪ٻڣڟګ 㢖ٻڨڼۋڭ ₆⹮ٻ㓺䕢䋂ٻ䢮 ἓٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ㎇⓻ٻ㹾㧊ٻ㫊㨂ٻ㡂⿖⯒ٻ䢫 㧎䞮₆ٻ㥚䟊ٻ㧊㣿䞲ٻ╖㦧䚲⽎ ۏ Ỗ㩫㦚ٻ㍺ⳛ䞮ἶٻڎ 㩞 㠦㍲⓪ٻ 㔺㩲ٻ ◆㧊䎆⯒ٻ 㧊㣿䞮㡂ٻ ☚䄺⧒㧊㰫ٻ 㩚ὒٻ 䤚 㦮ٻ㎇⓻ٻ㹾㧊Ṗٻ㧞⓪㰖ٻ䐋Ἒٻ⿚㍳䞲ٻἆὒ⯒ٻ㍺ⳛ䞲┺ډٻ Ⱎ㰖Ⱏ㦒⪲ٻڏ 㩞㠦㍲⓪ٻἆ⪶㦚ٻⱐ⓪┺ډٻ 2. 分崮櫶割 ۏ Ỗ㩫㦖ٻۏ ⿚䙂㠦ٻ㦮㫊䞮㡂ٻ⚦ٻ㰧┾ٻṚ㦮ٻ䘟‶㧊ٻ 䐋Ἒ㩗㦒⪲ٻ 㥶㦮⹎䞲ٻ 㹾㧊⯒ٻ ⽊㧊⓪㰖ٻ 䕦⼚䞲┺ډٻ ╖ 㦧䚲⽎ٻۏ Ỗ㩫㦖ٻ䞲ٻ㰧┾⌊㠦ٻ⚦ٻṲ㦮ٻ⼖㑮⯒ٻ゚ᾦ䞮 ₆ٻ㥚䟊ٻ㧒⹮㩗㦒⪲ٻ䞲ٻ㰧┾㦮ٻ㌂㩚ڇٻ㌂䤚㠦ٻ╖䞲ٻ㹾 㧊⯒ٻ ⿚㍳䞶ٻ➢ٻ㌂㣿䞮⓪ٻ 䐋Ἒ㩗ٻ ₆⻫㧊┺ډٻ ⽎ٻ ⏒ⶎ 㦖ٻڣڟګ 㢖ٻڨڼۋڭٻ₆⹮㦒⪲ٻ㓺䕢䋂ٻ☚䄺⧒㧊㰫ٻ䢮ἓٻ㩗 㣿ٻ㩚ὒٻ䤚㦮ٻ㎇⓻ٻ㹾㧊⯒ٻ⿚㍳䞮₆ٻ➢ⶎ㠦ٻ╖㦧䚲⽎ٻ ۏ Ỗ㩫ڃۋڼۄۍۀڿٻۏڈۏۀێۏڄٻ㌂㣿㧊ٻ㩗䞿䞮┺ډٻ 3. 柪竞 筞凃 愕 冶刂 ⽎ ⏒ⶎ㦖 㓺䕢䋂 ☚䄺⧒㧊㰫 䢮ἓ 㩗㣿 㩚ὒ 䤚

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㎇⓻㦮 㹾㧊Ṗ 㫊㨂䞮⓪㰖 ⿚㍳䞮₆ 㥚䟊 Host OS 㢖 Docker 㠦 HDP 㢖 MapR ₆⹮ Spark 䢮ἓ㦚 <䚲 1>ὒ ṯ㧊 ṗṗ ῂ㿫䞮㡖┺. ⁎Ⰲἶ HiBench ⻺䂮Ⱎ䋂 䝚⪲ ⁎⧾㦚 ㌂㣿䞮㡂 ṗṗ㦮 㤢䋂⪲✲⯒ 10 ⻞ 㔺䟟 䤚 㔺䟟㔲Ṛὒ 㻮Ⰲ⨟㦚 㑮㰧䞮㡖┺. HiBench ⓪ Micro, ML, SQL, Graph, Websearch ⹥ Streaming 㦮 6 Ṗ㰖 ⻪ 㭒⪲ 㽳 27 Ṳ㦮 㤢䋂⪲✲⪲ ῂ㎇♮㠊 㧞┺. ⽎ ⏒ⶎ 㠦㍲⓪ Micro 㦮 WordCount 㢖 Sort 㤢䋂⪲✲⯒, Websearch 㦮 PageRank 㤢䋂⪲✲⯒ ㌂㣿䞮㡖┺. <䚲 1> 㔺䠮 䢮ἓ ῂ⿚ٻ ㌗㎎ٻ㓺䗯ٻ⹥ٻ⻚㩚ٻ ڣۊێۏٻڪڮٻڊٻڟۊھۆۀۍٻ ڣڼۍڿےڼۍۀٻ ڜڲڮٻڠڞڍٻۄۉێۏڼۉھۀڕٻۏڍډۇڼۍۂۀٻ ڃۑڞګڰێڕٻڍڇٻڭڜڨڕٻړڢڝڇٻڢۀۉۀۍڼۇٻګېۍۋۊێۀٻ ڮڮڟڄٻ ڮۊہۏےڼۍۀٻ ڰڽېۉۏېٻڌڑډڋڏٻ ڣڟګٻڍډڑډڐٻ ڨڼۋڭٻڐډڍډڍٻ ڪۋۀۉڥڟڦٻڌډړډڋںڍڍڍٻ ڟۊھۆۀۍٻڌړډڋڔډڒٻ ڣۄڝۀۉھۃٻڒډڋٻ ٻ ⽎ ⏒ⶎ㦖 ☚䄺⧒㧊㰫 㩚ὒ 䤚㦮 㔺䟟 㔲Ṛὒ 㻮Ⰲ ⨟ ㎇⓻㠦 ╖䞲 㹾㧊⯒ 㞢㞚⽊₆ 㥚䟊 ┺㦢ὒ ṯ㧊 Ṗ㍺㦚 ㎎㤆ἶ ╖㦧䚲⽎ t Ỗ㩫㦚 㔺䟟䞮㡂 ⿚㍳䞮㡖 ┺. ڈ ڣڋڕٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ㎇⓻㠦ٻ╖䞲ٻ㹾㧊 Ṗٻ㠜┺ډٻ ڈ ڣڌڕٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ㎇⓻㠦ٻ╖䞲ٻ㹾㧊 Ṗٻ㧞┺ډٻ ٻ ࣯ ࣯࣭࣪ࣜऄऀऌ 匶愞ࣜएबझमध 汞ࣜ壊珪岂決滛ࣜ洊ࣨࣜ篊ࣜ柪窏柢儊ࣜ 焮決ࣜ把昣ࣜ ڣڟګ ₆⹮ٻڮۋڼۍۆ 㦮ٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻڲۊۍڿڞۊېۉۏڇٻ ڮۊۍۏڇٻګڼۂۀڭڼۉۆ 㦮ٻ㔺䟟㔲Ṛ㦚ٻ╖㦧䚲⽎ٻۏ Ỗ㩫ٻ㑮䟟ٻ ἆὒڇٻڗ䚲 ڍڙٻ㢖ٻṯ㧊ٻڣڟګ ₆⹮ٻڮۋڼۍۆ 㦮ٻ☚䄺⧒㧊㰫ٻ 㩚ٻڲۊۍڿڞۊېۉۏڇٻڮۊۍۏڇٻګڼۂۀڭڼۉۆٻ㔺䟟㔲Ṛٻ䘟‶㦖ٻṗṗٻ ڒډڐڍڌڇٻڒډڍڔڏڇٻڒډڑڍڎ 㧊ἶڇٻ䤚㦮ٻ䘟‶㦖ٻṗṗٻړډڔڑڐڇٻ ړډړڎړڇٻڔډڏڍڏ 㧊┺ډٻ㥶㦮㑮㭖ٻ഑ژڋډڋڐ 㠦㍲ٻ㩚ὒٻ䤚㦮ٻ 㹾㧊㠦ٻ╖䞲ٻ㥶㦮䢫⮶㦚ٻỖ㩫ٻ䞮㡖㦚ٻ➢ڇٻ㥶㦮䢫⮶㦖ٻ ṗṗٻ ڐډڑڏڐۀڈڋڒڇٻ ڌډڒڔړۀڈڋڒڇٻ ڌډڑڌڑۀڈڋڑ 㧊⸖⪲ٻ ⳾⚦ٻ ڣڌ 㦚ٻ 㺚䌳䞲┺ډٻ ➆⧒㍲ڇٻ ☚䄺⧒㧊㰫ٻ 㩚ὒٻ 䤚㦮ٻ ㎇⓻㠦ٻ╖䞲ٻ㹾㧊Ṗٻ㧞┺ἶٻ䞶ٻ㑮ٻ㧞┺ډٻ ٻ <䚲 2> HDP ₆⹮ Spark 㦮 ☚䄺⧒㧊㰫 㩚, 䤚 㔺䟟㔲Ṛ 㹾㧊 ⿚㍳ ἆὒ (┾㥚: 㽞) ٻ 㩚ٻ䘟‶ٻ 䤚ٻ䘟‶ٻ 㥶㦮䢫⮶ٻ ڲۊۍڿڞۊېۉۏٻ ڒډڐڍڌٻ ړډڔڑڐٻ ڐډڑڏڐۀڈڋڒٻ ڮۊۍۏٻ ڒډڍڔڏٻ ړډړڎړٻ ڌډڒڔړۀڈڋڒٻ ګڼۂۀڭڼۉۆٻ ڒډڑڍڎٻ ڔډڏڍڏٻ ڌډڑڌڑۀڈڋڑٻ ٻ ٻ ࣯࣮࣪ࣜ ऄऀऌ 匶愞ࣜ एबझमध 汞ࣜ壊珪岂決滛ࣜ洊ࣨࣜ篊ࣜ熞庲峏ࣜ 焮決ࣜ把昣ࣜ ڣڟګ ₆⹮ٻڮۋڼۍۆ 㦮ٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ㻮Ⰲ⨟㦚ٻ ╖㦧䚲⽎ٻ ۏ Ỗ㩫ٻ 㑮䟟ٻ ἆὒڇٻ ڗ䚲 ڎڙὒٻ ṯ㧊ٻ ☚䄺⧒㧊㰫ٻ 㩚ٻ 㻮Ⰲ⨟ٻ 䘟‶㦖ٻ ṗṗٻ ڏڔڋڔډڐڇٻ ڏڔڋڋډڐڇٻ ڌڏڋړډڒ 㧊ἶڇٻ 䤚㦮ٻ 䘟‶㦖ٻ ṗṗٻ ڏڋڐڏډڌڇٻ ڏڋڔړډڑڇٻ ڌڌڏڔډڐ 㧊┺ډٻ 㥶㦮㑮㭖ٻ ഑ژڋډڋڐ 㠦㍲ٻ 㩚ὒٻ 䤚㦮ٻ 㹾㧊㠦ٻ╖䞲ٻ㥶㦮䢫⮶㦚ٻỖ㩫ٻ䞮㡖㦚ٻ➢ڇٻ㥶㦮䢫⮶㦖ٻ ṗṗٻ ڏډڐڏڎۀڈڋڑڇٻ ڎډڑڔڐۀڈڋڒڇٻ ڍډڑڑڎۀڈڋڐ 㧊⸖⪲ٻ ⳾⚦ٻ ڣڌ 㦚ٻ 㺚䌳䞲┺ډٻ ➆⧒㍲ڇٻ ☚䄺⧒㧊㰫ٻ 㩚ὒٻ 䤚㦮ٻ ㎇⓻㠦ٻ╖䞲ٻ㹾㧊Ṗٻ㧞┺ἶٻ䞶ٻ㑮ٻ㧞┺ډٻ ٻ <䚲 3> HDP ₆⹮ Spark 㦮 ☚䄺⧒㧊㰫 㩚, 䤚 㻮Ⰲ⨟ 㹾㧊 ⿚㍳ ἆὒ ٻ 㩚ٻ䘟‶ٻ 䤚ٻ䘟‶ٻ 㥶㦮䢫⮶ٻ ڲۊۍڿڞۊېۉۏٻ ڏڔڋڔډڐٻ ڏڋڐڏډڌٻ ڏډڐڏڎۀڈڋڑٻ ڮۊۍۏٻ ڏڔڋڋډڐٻ ڏڋڔړډڑٻ ڎډڑڔڐۀڈڋڒٻ ګڼۂۀڭڼۉۆٻ ڌڏڋړډڒٻ ڌڌڏڔډڐٻ ڍډڑڑڎۀڈڋڐٻ ٻ ٻ ࣯࣯࣪ࣜ उझबऎ 匶愞ࣜ एबझमध 汞ࣜ 壊珪岂決滛ࣜ 洊ࣨࣜ 篊ࣜ 柪窏柢儊ࣜ焮決ࣜ把昣ࣜ ڨڼۋڭ ₆⹮ٻ ڮۋڼۍۆ 㦮ٻ ☚䄺⧒㧊㰫ٻ 㩚ὒٻ 䤚㦮ٻ 㔺䟟㔲Ṛ㦚ٻ ╖㦧䚲⽎ٻ ۏ Ỗ㩫ٻ 㑮䟟ٻ ἆὒڇٻ ڗ䚲 ڏڙ㢖ٻ ṯ㧊ٻ ☚䄺⧒㧊㰫ٻ 㩚ٻ 㔺䟟㔲Ṛٻ 䘟‶㦖ٻ ṗṗٻ ڌڋډڔڐڒڇٻ ڌڋډڔړڒڇٻ ڌڋډڒڏړڌ 㧊ἶڇٻ 䤚㦮ٻ 䘟‶㦖ٻ ṗṗٻ ڌڋډړڋڎڇٻ ڌڋډړڏړڇٻ ڌڋډڔڎڋ 㧊┺ډٻ 㥶㦮㑮㭖ٻ ഑ژڋډڋڐ 㠦㍲ٻ 㩚ὒٻ 䤚㦮ٻ 㹾㧊㠦ٻ ╖䞲ٻ 㥶㦮䢫⮶㦚ٻ Ỗ㩫ٻ 䞮㡖㦚ٻ ➢ڇٻ 㥶㦮䢫⮶㦖ٻ ṗṗٻ ڋډڏڋړڍڇٻ ڋډڎڑړڔڇٻ ڋډڎڌڔڎ 㧊⸖⪲ٻ ⳾⚦ٻڣڋ 㦚ٻ㺚䌳䞲┺ډٻ➆⧒㍲ڇٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ ㎇⓻㠦ٻ╖䞲ٻ㹾㧊Ṗٻ㠜┺ἶٻ䞶ٻ㑮ٻ㧞┺ډٻ ٻ ٻ

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<䚲 4> MapR ₆⹮ Spark 㦮 ☚䄺⧒㧊㰫 㩚, 䤚 㔺䟟㔲Ṛ 㹾㧊 ⿚㍳ ἆὒ (┾㥚: 㽞) ٻ 㩚ٻ䘟‶ٻ 䤚ٻ䘟‶ٻ 㥶㦮䢫⮶ٻ ڲۊۍڿڞۊېۉۏٻ ڌڋډڔڐڒٻ ڌڋډړڋڎٻ ڋډڏڋړڍٻ ڮۊۍۏٻ ڌڋډڔړڒٻ ڌڋډړڏړٻ ڋډڎڑړڔٻ ګڼۂۀڭڼۉۆٻ ڌڋډڒڏړڌٻ ڌڋډڔڎڋٻ ڋډڎڌڔڎٻ ٻ ٻ ࣯ ࣰ࣯࣪ࣜउझबऎ 匶愞ࣜएबझमध 汞ࣜ壊珪岂決滛ࣜ洊ࣨࣜ篊ࣜ熞庲峏ࣜ 焮決ࣜ把昣ࣜ ڨڼۋڭ ₆⹮ٻڮۋڼۍۆ 㦮ٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ㻮Ⰲ⨟㦚ٻ ╖㦧䚲⽎ٻ ۏ Ỗ㩫ٻ 㑮䟟ٻ ἆὒڇٻ ڗ䚲 ڐڙ㢖ٻ ṯ㧊ٻ ☚䄺⧒㧊㰫ٻ 㩚ٻ 㻮Ⰲ⨟ٻ 䘟‶㦖ٻ ṗṗٻ ڎڎڔڏډڒڇٻ ڎڎړڏډڔڇٻ ڌڋڋڒډڑ 㧊ἶڇٻ 䤚㦮ٻ 䘟‶㦖ٻ ṗṗٻ ڎڍڔڑډڐڇٻ ڎڎڌړډڌڇٻ ڔړڔډڑ 㧊┺ډٻ㥶㦮㑮㭖ٻ ഑ژڋډڋڐ 㠦㍲ٻ 㩚ὒٻ䤚㦮ٻ 㹾㧊ٻ ╖䞲ٻ 㥶㦮䢫⮶㦚ٻ Ỗ㩫ٻ 䞮㡖㦚ٻ ➢ڇٻ 㥶㦮䢫⮶㦖ٻ ṗṗٻ ڋډڌڑڋڑڇٻڋډڌڔڔڔڇٻڋډڍڏړڐ 㧊⸖⪲ٻ⳾⚦ٻڣڋ㦚ٻ㺚䌳䞲┺ډٻ ➆⧒㍲ڇٻ ☚䄺⧒㧊㰫ٻ 㩚ὒٻ 䤚㦮ٻ 㔺䟟㔲Ṛ㠦ٻ ╖䞲ٻ 㹾㧊Ṗٻ㠜┺ἶٻ䞶ٻ㑮ٻ㧞┺ډٻ ٻ <䚲 5> MapR ₆⹮ Spark 㦮 ☚䄺⧒㧊㰫 㩚, 䤚 㻮Ⰲ⨟ 㹾㧊 ⿚㍳ ἆὒ ٻ 㩚ٻ䘟‶ٻ 䤚ٻ䘟‶ٻ 㥶㦮䢫⮶ٻ ڲۊۍڿڞۊېۉۏٻ ڎڎڔڏډڒٻ ڎڍڔڑډڐٻ ڋډڌڑڋڑٻ ڮۊۍۏٻ ڎڎړڏډڔٻ ڎڎڌړډڌٻ ڋډڌڔڔڔٻ ٻګڼۂۀڭڼۉۆٻ ڌڋڋڒډڑٻ ڔړڔډڑٻ ڋډڍڏړڐٻ  㥚㦮G ⿚㍳G ἆὒ㠦G ➆⯊ⳊG okw ₆⹮㦮G 㓺䕢䋂G ☚䄺⧒㧊㰫G 䢮ἓG 㩗㣿G 㩚ὒG 䤚㠦⓪G ㎇⓻㠦G ╖䞲G 㹾㧊ṖG 㧞⓪G ⹮ⳊG tˆ—yG ₆⹮㦮G 㓺䕢䋂G ☚䄺⧒㧊㰫G 䢮ἓG 㩗㣿G 㩚ὒG 䤚㠦⓪G ㎇⓻㠦G ╖䞲G 㹾㧊ṖG 㠜┺UG O⁎ⰒG XP㦖G ☚䄺⧒㧊㰫G 䢮ἓG 㩗㣿G 㩚ὒG 䤚㦮G 㔺䟟㔲ṚG 䘟‶㦚G ⽊㡂㭖┺UG O⁎ⰒG XP㠦㍲G ⽊❅㧊G okw ⓪G ☚䄺⧒㧊㰫G 䢮ἓG 㩗㣿㔲G 㔺䟟㔲Ṛ㠦G 㹾㧊ṖG 䋂㰖ⰢG tˆ—y 㦖G 㧧㦢㦚G 㞢G 㑮G 㧞┺UG O⁎ⰒG YP⓪G ☚䄺⧒㧊㰫G 䢮ἓG 㩗㣿G 㩚ὒG 䤚G 㻮Ⰲ⨟㦮G 䘟‶㦚G ⽊㡂㭖┺UG O⁎ⰒG YP㠦㍲G ⽊❅㧊G okw ṖG tˆ—yG ⽊┺G 㻮Ⰲ⨟G 䘟‶G 㹾㧊ṖG 䋒㦚G 㞢G 㑮G 㧞┺UG G G G G ڃ⁎Ⱂٻڌڄٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ㔺䟟㔲Ṛٻ䘟‶ٻ ڃ┾㥚ڕٻ㽞ڄٻ ٻ ڃ⁎Ⱂٻڍڄٻ☚䄺⧒㧊㰫ٻ㩚ὒٻ䤚㦮ٻ㻮Ⰲ⨟ٻ䘟‶ٻ 4. 冶嵦 愕 窫篊 刂洢 ⽎ٻ ⏒ⶎ㦖ٻ 䄾䎢㧊⍞ٻ Ṗ㌗䢪ٻ ₆㑶㦚ٻ 㧊㣿䞲ٻ 㔺㔲Ṛٻ ◆㧊䎆ٻ ⿚㍳㦮ٻ 䣾㣿㎇㦚ٻ 㞢㞚⽊ἶ㧦ٻ 㔺㩲ٻ ڣڟګ 㢖ٻ ڨڼۋڭ ₆⹮ٻ 㓺䕢䋂ٻ ☚䄺⧒㧊㰫ٻ 䢮ἓٻ 㩗㣿ٻ 㩚ὒٻ 䤚㦮ٻ ㎇⓻ٻ ◆㧊䎆ٻ ⿚㍳㦚ٻ 䐋䟊ٻ ㎇⓻㠦ٻ 㹾㧊Ṗٻ 㫊㨂䞮⓪㰖ٻ 㞢㞚⽊㞮┺ډٻ⿚㍳ٻἆὒڇٻڣڟګ ⓪ٻ㡺䝞㏢㓺⧒⓪ٻṫ㩦㧊ٻ 㧞㰖Ⱒڇٻ ☚䄺⧒㧊㰫ٻ 䢮ἓ㦚ٻ 㩗㣿䞮㡖㦚ٻ ➢ٻ 㻮Ⰲ⨟㦖ٻ Ṧ㏢䞮ἶڇٻ㔺䟟ٻ㔲Ṛ㦖ٻ⓮㠊⋮⓪ٻộ㦚ٻ㞢ٻ㑮ٻ㧞㠞┺ډٻ 㯟ٻ ڣڟګ ⓪ٻ☚䄺⧒㧊㰫ٻ 䢮ἓ㦚ٻ 㩗㣿䟞㦚ٻ ➢ٻ ㎇⓻㩗㧎ٻ ⿖⿚㠦㍲ٻ㡺⻚䠺✲Ṗٻ㫊㨂䞾㦚ٻ㦮⹎䞲┺ډٻڨڼۋڭ 㦖ٻ䞮 ⚷ٻ ⺆䙂䕦㦮ٻ ㌗㣿ٻ ⻚㩚㦒⪲ٻ ㍲゚㓺ٻ 㧊㣿㔲㠦ٻ ゚㣿㧊ٻ ⹲㌳䞮㰖Ⱒڇٻ ☚䄺⧒㧊㰫ٻ 䢮ἓ㦚ٻ 㩗㣿䟞㦚ٻ ➢㠦ٻ 㻮Ⰲ ⨟ὒٻ 㔺䟟ٻ㔲Ṛ㦮ٻ ㎇⓻ٻ㩖䞮Ṗٻ⹲㌳䞮㰖ٻ㞠⓪┺ډٻ ➆ ⧒㍲ٻ ☚䄺⧒㧊㰫ٻ 䢮ἓ㦚ٻ 㩗㣿䞮ἶ㧦ٻ 䞲┺Ⳋٻ ڨڼۋڭ 㧊ٻ ڣڟګ ⽊┺ٻ㎇⓻㩗㧎ٻⳊ㠦㍲ٻ▪ٻ䣾㥾㩗㧊⧒ἶٻ䞶ٻ㑮ٻ㧞 ┺ډٻ ⽎ٻ⏒ⶎ㦖ٻἚ㏣䟊㍲ٻ㎇⓻ٻ㹾㧊ٻ㡂⿖㠦ٻ╖䞲ٻ㤦㧎㦚ٻ ⿚㍳䞮ἶ㧦ٻ䞲┺ډٻ 焾処怾竒

[1] Dirk Merkel. Docker: lightweight Linux containers for consistent development and deployment. Linux Journal,

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2014.

[2] Matei Zaharia, Mosharaf Chowdhury, Michael J. Franklin, Scott Shenker, and Ion Stoica. Spark: cluster computing with working sets. In Proc. HotCloud ’10, 2010.

[3] Hortonworks Data Platform (HDP),

https://www.cloudera.com/downloads/hdp.html [4] MapR, https://mapr.com/

[5] HiBench, https://github.com/Intel-bigdata/HiBench

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